Optimizing Retention-Aware Caching in Vehicular Networks

被引:8
作者
Deng, Tao [1 ]
Fan, Pingzhi [1 ]
Yuan, Di [2 ]
机构
[1] Southwest Jiaotong Univ, Sch Informat Sci & Technol, Chengdu 610031, Sichuan, Peoples R China
[2] Uppsala Univ, Dept Informat Technol, S-75105 Uppsala, Sweden
基金
瑞典研究理事会; 美国国家科学基金会;
关键词
Caching; storage cost; vehicular networks; D2D;
D O I
10.1109/TCOMM.2019.2921368
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Caching is an effective way to address the challenges due to explosive data traffic growth and massive device connectivity in fifth-generation (5G) networks. Currently, few works on caching pay attention to the impact of the time duration for which content is stored, called retention time, on caching optimization. The research on retention time is motivated by two practical issues, i.e., flash memory damage and storage rental cost in cloud networks, together giving rise to the storage cost. How to optimize caching contents taking the storage cost into consideration is a challenging problem, especially for the scenarios with cache-enabled mobile nodes. In this paper, a retention-aware caching problem (RACP) in vehicular networks is formulated, considering the impact of the storage cost. The problem's complexity analysis is provided. For symmetric cases, an optimal dynamic programming (DP) algorithm with polynomial time complexity is derived. For general cases, a low complexity and effective retention aware multi-helper caching algorithm (RAMA) is proposed. Numerical results are used to verify the effectiveness of the algorithms.
引用
收藏
页码:6139 / 6152
页数:14
相关论文
共 36 条
[1]  
3GPP, 2016, Tech. Rep. 36.885
[2]  
Ahani G., 2018, Proceedings of the 88th IEEE Vehicular Technology Conference (VTC), P1
[3]  
[Anonymous], 2012, An Introduction to LTE: LTE, LTE-advanced, SAE and 4G mobile communications, DOI DOI 10.1002/9781119942825
[4]  
[Anonymous], 1979, Computers and Intractablity: A Guide to the Theory of NP-Completeness
[5]  
[Anonymous], 2009, 201638 ETSI TR
[6]  
[Anonymous], 2016, Technical Report 38.913
[7]  
[Anonymous], 2013, 1609 IEEE US DEP TRA
[8]   Green and Mobility-Aware Caching in 5G Networks [J].
Chen, Min ;
Hao, Yixue ;
Hu, Long ;
Huang, Kaibin ;
Lau, Vincent K. N. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (12) :8347-8361
[9]   LTE-V: A TD-LTE-Based V2X Solution for Future Vehicular Network [J].
Chen, Shanzhi ;
Hu, Jinling ;
Shi, Yan ;
Zhao, Li .
IEEE INTERNET OF THINGS JOURNAL, 2016, 3 (06) :997-1005
[10]   5G-Enabled Cooperative Intelligent Vehicular (5GenCIV) Framework: When Benz Meets Marconi [J].
Cheng, Xiang ;
Chen, Chen ;
Zhang, Wuxiong ;
Yang, Yang .
IEEE INTELLIGENT SYSTEMS, 2017, 32 (03) :53-59